Awesome Temporal & Dynamic

Key papers

• Graph Neural Networks for Modeling Complex Dependencies in Global Supply Chain Networks (2026)
  Jingyi Liu et al.
  9.16
• Probabilistic Photovoltaic Power Forecasting with Reliable Uncertainty Quantification via Multi-Scale Temporal–Spatial Attention and Conformalized Quantile Regression (2026)
  Guanghu Wang et al.
  7.24
• Graph-Driven Cross-Industry Real-Time Monitoring Framework for Anti-Money Laundering Detection in Converged Mobility-Energy Supply Chain Networks (2026)
  Rong Liu et al.
  4.33
• ST-TGExplainer: Disentangling Stability and Transition Patterns for Temporal GNN Interpretability (2026)
  Hongjiang Chen et al.
  4.33
• A Hierarchical Spatio-Temporal Graph Attention Network for False Data Injection Attack Detection in Smart Grids (2026)
  Hongjie Zhang et al.
  4.26
• Graph Attention-Based Current Crowding Analysis at TSV Interfaces in 3D Power Delivery Networks (2026)
  Zheng Yang et al.
  4.26
• FB-GAT: A graph neural networks (GNNs) approach to assessing facades' buildability (2026)
  Bolun Wang et al.
  4.26
• Hybrid graph attention network-LSTM models for causal-aware supply chain forecasting (2026)
  Yue Zhu et al.
  4.26
• Multi-Dimensional Spectrum Prediction Using Closed-Form Continuous-Time Neural Network With Graph Attention (2026)
  Ruicheng Li et al.
  4.26
• Graph Attention Network with Mutual k-Nearest Neighbor Strategy for Predictive Maintenance in Nuclear Power Plants (2026)
  S. Stefenon et al.
  2.00
• 2D-CNN-GACL-ECGNet graph attention: a robust framework for electrocardiogram-based stress detection (2026)
  P. Kavitha et al.
  2.00
• WRF simulation knowledge sharing based on the MC-GAT model and multi-head attention mechanism: A case study in China (2026)
  Yazhou Qi et al.
  2.00
• Federated spatial-temporal traffic forecasting with VMD-enhanced graph attention and LSTM (2026)
  Tarun Mundada et al.
  2.00
• MBDSTGAT: A Multibranch Dynamic Spatiotemporal Graph Attention Network With Topology Perturbation for Motor Imagery EEG Decoding (2026)
  Rui Li et al.
  2.00
• Enhanced graph attention network by integrating Long Short-Term Memory for artificial emotion representation in multi-modality datasets (2026)
  Wei Dong et al.
  2.00
• DP-GAT: A Dual-Position Graph Attention Network for automatic assessment of temporomandibular joint anterior disc displacement from MRI (2026)
  Yuzhao Liu et al.
  2.00
• Driving Behavior Modelling with Graph Attention Networks (2026)
  Omkar Salunke
  2.00
• Multi-aircraft 4D trajectory cooperative prediction method based on transformer encoder-enhanced spatiotemporal graph attention network (2026)
  Guiyi Li et al.
  2.00
• FHGNet: A Feature-Centric Hierarchical Network with Graph Attention Layer for Supraventricular Tachycardia Classification. (2026)
  Xiaolin Ju et al.
  2.00
• Collaborative Path Optimization for Technology-Driven Innovation in the Sports Industry Using Enhanced Graph Attention Networks (2026)
  Zhaoyin Jiang et al.
  2.00
• Pro-GAT: Reconnecting Fragmented PROTACs Using Graph Attention Transformer (2026)
  Saahithi Vemuri et al.
  2.00
• Topology-Cognitive Task Offloading and Resource Allocation: A GAT-Enhanced MADRL Approach (2026)
  Liangqi Yan et al.
  2.00
• Graph Attention Networks in Exchange Rate Forecasting (2026)
  Joanna Landmesser-Rusek et al.
  2.00
• NATURAL DISASTER REPORT ON SOCIAL MEDIA CLASSIFICATION METHOD BASED ON WORD EMBEDDING AND GRAPH ATTENTION NETWORK (2026)
  M. Faisal et al.
  2.00
• Modeling Road User Interactions with Dynamic Graph Attention Networks for Traffic Crash Prediction (2026)
  Shihan Ma et al.
  2.00
• A Missing Data Imputation Method for Gas Time Series Based on Spatio-Temporal Graph Attention Network—Echo State Network (2026)
  Jian Yang et al.
  2.00
• Physics-Regularized and Safety-Enhanced Bi-GAT Reinforcement Learning Framework for Voltage Control (2026)
  Hui Qin et al.
  2.00
• GAT-LA: Graph Attention-Based Locality-Aware Sampling for Modeling the Dynamic Evolution of I2P Routing Topologies (2026)
  Runnan Tan et al.
  2.00
• Subway passenger flow prediction based on GAT-LSTM-attention considering the graph construction of passenger flow difference (2026)
  Xiaolin Bi et al.
  2.00
• Semi-Supervised Graph Attention Network for Screw Pump Fault Diagnosis: Revealing the Dynamic Coupling of Multi-Source Information (2026)
  Weigang Wen et al.
  2.00
• Graph Attention Networks With Dual-Edge Connectivity for Alzheimer’s Disease Detection From Speech (2026)
  Anass El Hallani et al.
  2.00
• GATTT: A Multi-stream Spatiotemporal Graph Attention Network with Tangent Space Geometry for Robust ASD Classification (2026)
  Wanxin Xie
  2.00
• A Multi-Scale Spatio-Temporal Embedded Graph Attention Network for Traffic Flow Prediction (2026)
  Aditya Prasad Padhy et al.
  2.00
• TSConv-GAT: A hybrid temporal-spatial encoder-decoder with mRMR graph topologies using GATv2Conv network for optimizing EEG emotion recognition (2026)
  A. Abdulwahhab et al.
  2.00
• Toward Digital Twins for Power-to-X Processes: Comparing Surrogate Models for a Catalytic CO2 Methanation Reactor (2026)
  Luisa Peterson et al.
  2.00
• An intelligent method for Buoy meteorological data restoration using a Spatio-Temporal Dual-Attention Network with transformer and GAT (2026)
  Miaomiao Song et al.
  2.00
• Physics-Informed and Constraint-Satisfied Graph Attention Network for Solving Optimal Power Flow (2026)
  Yao Zhang et al.
  2.00
• A Graph Attention Network for Stock Trend Classification Using Piecewise Linear Representation (2026)
  Ibanga Kpereobong Friday et al.
  2.00
• WeaGAN++: An Efficient Weather-Aware Graph Attention Network for Traffic Prediction (2026)
  Yuxi Wang et al.
  2.00
• Imputation of flight ground handling node data based on graph attention networks (2026)
  Yaping Zhang et al.
  2.00
• Adaptive Fusion of Traces and Logs via Graph Attention for Microservice Anomaly Localization (2026)
  Yuchen Tang et al.
  2.00
• A multi-label image classification method via graph attention network with dynamic and static label correlations (2026)
  Zhiming Li et al.
  2.00
• Research on inter-well connectivity in CO2 flooding based on long short-term memory graph attention network (2026)
  Zhenzhen Dong et al.
  2.00
• Graph Attention Reinforcement Learning for Structured Interaction in Cooperative Decision Networks (2026)
  Mikkel Jensen et al.
  2.00
• Learning to Decode: Graph Attention Network-Gated Recurrent Unit as Channel Decoder (2026)
  Lixin Qian et al.
  2.00
• SGAT‐SP: Sparse Graph Attention Network for Stock Prediction (2026)
  Gautam Gupta et al.
  2.00
• Efficient Probabilistic Forecasting of Solar and Wind Generation Using a GAT-Adapt-Hybrid Diffusion Model (2026)
  Sudhanshu Kumar et al.
  2.00
• Adaptive Structural Similarity Guided GCN–GAT Framework for Robust Link Prediction (2026)
  Shambhu Kumar et al.
  2.00
• An adaptive fault detection framework based on graph attention network for locomotive diesel engines (2026)
  Fan Ye et al.
  2.00
• DyLngGAT: LNG Macro-Trade Risk Prediction Based on Graph Attention Networks (2026)
  Xiangrong Li et al.
  2.00
• Introducing Graph Attention Network to Improve Wang Zhengfei Semi-Empirical Model for Accurately Simulating Forest Fire Spread in Western Guizhou Province (2026)
  Yuying Gong et al.
  2.00
• Dual Attention Spatio-Temporal Passenger Demand Forecasting Framework for CMRL Using a Graph Attention - Transformer with Exogenous Features Integration (2026)
  Gayathri Veerichetty et al.
  2.00
• Heterogeneous UAVs Trajectory Optimization for Post-Disaster Target Search Based on MARL With Graph Attention Network (2026)
  Tianyong Ao et al.
  2.00
• Early sepsis prediction using a hybrid LSTM-GAT model: a study on the PhysioNet 2019 dataset (2026)
  Bahar Khorram et al.
  2.00
• STGA-Net: Spatio-Temporal Graph Attention Network for Traffic Flow Forecasting on Indian Urban Roads (2026)
  K. K. Deepthi et al.
  2.00
• Research on collaborative scheduling and path planning of charging pile groups using graph attention network (2026)
  Xianliang Wei et al.
  2.00
• Congestion-Aware Adaptive Routing Based on Graph Attention Networks and Dynamic Cost Optimization (2026)
  Jun Liu et al.
  2.00
• A deep learning-based hybrid approach for solar energy prediction using GAT and transformers (2026)
  Mohammed Owais Khan et al.
  2.00
• Spatiotemporal Wind Power Forecasting and Grid Consumption Optimization: A GAT-Transformer Model (2026)
  Jin Tang et al.
  2.00
• Dynamic spatiotemporal graph attention networks for cross-regional multi-disease forecasting and intervention optimization (2026)
  Siyan Liu et al.
  2.00